Understanding How Intelligence can Emerge from a Network of Neurons
暫譯: 理解智慧如何從神經元網絡中產生

Jacques Rousseau

  • 出版商: W. W. Norton
  • 出版日期: 2018-04-08
  • 售價: $1,360
  • 貴賓價: 9.5$1,292
  • 語言: 英文
  • 頁數: 388
  • 裝訂: Paperback
  • ISBN: 1987649656
  • ISBN-13: 9781987649659
  • 無法訂購

商品描述

This book aims to explain how intelligence can emerge from the operation of a network of neurons, whether biological or artificial. It incorporates in particular some concepts from the field of artificial intelligence, especially Deep Learning, to explain how the neural representation of an object can be independent of its distance, orientation, position in the visual field, etc. Essentially, this book begins with a model representing a network of highly interconnected neurons, then continues with the examination of each of the basic functions of our thought process (categorisation, recognition, mental representation, etc.), which lead to the further development of the architecture and characteristics of the original network at each stage. In this book we aim to help the reader construct, brick by brick, a simple model that, once completed, will make it possible for them to understand how our neurons can generate intelligence. No specialised knowledge is required to read this book. It has no mathematical or chemical formulas, no computer algorithms, and uses clear and simple language illustrated with a large number of diagrams. This book will provide: neurobiology with a compass to navigate the maze of the brain, cognitive psychology with the missing link between neural networks and basic psychology, and artificial intelligence with a model to give robots a foot-hold in the real world. This book is for PhD students and researchers, and we hope it will give them a lot of ideas for discussion.

商品描述(中文翻譯)

本書旨在解釋智慧如何從神經元網絡的運作中產生,無論是生物神經元還是人工神經元。特別地,它融入了一些來自人工智慧領域的概念,尤其是深度學習,以解釋物體的神經表徵如何能獨立於其距離、方向、在視野中的位置等因素。基本上,本書從一個代表高度互聯神經元網絡的模型開始,然後繼續檢視我們思考過程的每一個基本功能(分類、識別、心理表徵等),這些功能在每個階段促進了原始網絡架構和特徵的進一步發展。本書旨在幫助讀者逐步構建一個簡單的模型,完成後將使他們能夠理解我們的神經元如何產生智慧。閱讀本書不需要專業知識。書中沒有數學或化學公式,沒有計算機算法,並使用清晰簡單的語言,輔以大量圖示。本書將為神經生物學提供一個導航工具,以穿越大腦的迷宮,為認知心理學提供神經網絡與基本心理學之間的缺失環節,並為人工智慧提供一個模型,使機器人在現實世界中立足。本書適合博士生和研究人員,我們希望它能為他們提供許多討論的靈感。